Investigators with the Los Angeles County Sheriff's Department were looking for video from Bieber's security cameras that might show what happened Thursday night when eggs were thrown at a neighbor's home, according to a sheriff's statement.

A judge gave deputies a felony search warrant, which they carried out Tuesday morning, the sheriff's statement said.

Bieber and several house guests were asleep in the home when deputies arrived at 8 a.m., according to Los Angeles County Sheriff's Lt. David Thompson. He was cooperative with the dozen deputies, but he did not answer questions about the alleged vandalism, Thompson said.

Bieber hasn't spoken to investigators about last week's incident, and his representative had declined comment to CNN.

Photos:Justin Bieber's troubled timeline

Photos:Justin Bieber's troubled timeline

Singer Justin Bieber was found guilty in June 2015 of assault and careless driving, according to an Ontario court clerk. The charges stemmed from an August incident in which Bieber was arrested after his ATV collided with a minivan. Click through to see more of Bieber's troubles in recent years.

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Photos:Justin Bieber's troubled timeline

In January 2014, Bieber was charged with driving under the influence in Miami, a case he settled in August by pleading guilty to careless driving and resisting arrest. And he is on probation for a vandalism conviction that resulted from egging a neighbor's home.

If there was a bright spot in the summer of 2014, it came in June when Bieber was cleared in an attempted robbery case. A woman had accused the singer in May of trying to steal her cellphone, but the Los Angeles city attorney decided there wasn't enough evidence to prosecute the singer.

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In April, Bieber's antics prompted an online petition to have him deported from the country. The petition was hosted on the White House's website and received more than 273,000 signatures. Video of Bieber being a hostile witness during a deposition the month before likely didn't help sway the petitioners' perception of him as "dangerous and reckless."

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Photos:Justin Bieber's troubled timeline

U.S. Customs and Border Protection officers searched Bieber's private airplane -- thought to be the one pictured -- January 31, 2014, at Teterboro Airport in New Jersey. Officers said they detected an odor of what seemed like marijuana after the plane landed, law enforcement sources told CNN. Drug-sniffing dogs were used to search the plane, according to one of the sources, but no sign of drugs were detected and no illegal substances were found. The investigation was closed in July.

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Photos:Justin Bieber's troubled timeline

Bieber turned himself in at a Toronto police station on January 29, 2014, facing an assault charge stemming from an encounter with a limousine driver in December. But the charge was dropped in September after prosecutors decided there was "no reasonable prospect" of convicting Bieber of striking his limo driver on the back of his head, said Brendan Crawley, a spokesman for the Ontario attorney general's office.

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On January 23, 2014, Bieber was arrested on suspicion of DUI and drag racing, according to police in Miami Beach, Florida. Bieber, seen here with model Chantel Jeffries the night before his arrest, eventually pleaded guilty of careless driving and resisting arrest. He also made a $50,000 donation to a youth charity as part of the plea deal.

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On January 14, 2014, authorities swarmed Bieber's mansion in Calabasas, California, in connection with an investigation into a report of an egg-throwing incident at a neighbor's house. As part of a plea deal, Bieber was sentenced to two years' probation. He was also ordered to complete 12 weekly anger management sessions, work five days of community labor and pay $80,900 in restitution to his former neighbor.

While on tour in early November 2013, Bieber yet again made headlines, this time with some sex-related scandal. The New York Post's Page Six alleged that Bieber had been spotted exiting a brothel while in Brazil. Then, a YouTube video sparked gossip that he'd done something less than innocent with the young woman featured in the clip. Bieber's camp has had no response on the chatter.

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Was he saving his energy for his fans or just courting more controversy? In October 2013, the day after a concert in Beijing, Bieber was snapped letting his bodyguards carry him up the stairs at the Great Wall of China.

In April 2013, Bieber visited the Anne Frank House in Amsterdam -- and was promptly criticized for saying that he hoped the teen, who died in a Nazi concentration camp in 1945, would have been a "Belieber." Visitors to the Anne Frank Facebook page had plenty to say. "Glad he went, but, the last sentence is VERY self serving. he missed the lessons of Anne totally," wrote one observer.

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Bieber lost his pet monkey, Mally, when the capuchin was taken by custom officials in Germany at the end of March 2013. Mally is shown here in the quarantine station at the Munich-Riem animal shelter in Munich.

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Unfortunately for Bieber, his 19th birthday in March 2013 was kind of a downer. After being snubbed by the Grammys, Bieber headed for London to celebrate his big day. But it ended up being what he tweeted was his "worst birthday." Not only was he ragged on by actress Olivia Wilde for going shirtless in the city, he also had a bit of beef with a "weak a** club."

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Bieber ticked off his fans in March 2013 after he showed up a reported two hours late to a concert at London's O2 Arena. He disputed that in a tweet, however, saying he was only 40 minutes behind schedule.

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Bieber later wound up sick in a London hospital. Being a lusted-after star, it's not surprising that he tried to show how "well" he felt by posting a shirtless photo of himself online.

After he was ragged on by Wilde for going topless in London, Bieber strolled through a Polish airport terminal sans shirt on March 25, 2013.

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At the end of January 2013, a Twitpic appearing to show the singer touching a female fan's chest went viral. Both the "Belieber" and Bieber's rep denied he was touching her breast.

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In January 2013, Bieber was photographed holding what TMZ identified as marijuana. He poked fun of the incident when he hosted "Saturday Night Live" in February. "I also heard he got busted for smoking weed and he's really sorry about it and that people make mistakes and that he's never going to do it again," Bieber said while playing a character during a skit with Vanessa Bayer.

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On New Year's Day in 2013, a photographer was killed crossing the street after taking pictures of Bieber's Ferrari. Bieber, who wasn't present at the scene, said in a statement: "While I was not present nor directly involved with this tragic accident, my thoughts and prayers are with the family of the victim."

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Bieber house guest arrested

One of Bieber's house guests, rapper Lil Za, was arrested when deputies allegedly found illegal drugs during their search, Thompson said. Although the drugs were initially reported to be cocaine, Thompson later said they are believed to be Ecstasy and Xanax, but lab tests will be needed to confirm it.

The suspect was identified as Xavier Smith, 20, who performs under the name Lil Za, Thompson said.

He was set to be released later Tuesday after posting a $20,000 bond, Thompson said. But while in the booking cell, he allegedly broke a telephone while trying to arrange that bond, and then he was charged with felony vandalism for the phone incident, according to Los Angeles County Sheriff Sgt. Chad Waters, the watch commander at the Lost Hills Sheriff's Station

Smith was kept in custody on the newest charge.

Video clues sought

"The purpose of the search warrant is to seek video surveillance or other possible evidence in the vandalism that occurred on January 9, 2014," the sheriff's statement said.

Cameras capture just about any movement on the property, he said. Detectives will spend the next days scouring through the video for clues about who hurled eggs toward the neighboring mansion last week, Thompson said.

If investigators find enough evidence that Bieber, 19, threw the eggs that splattered against his next-door neighbor's home, they could refer the matter to the district attorney's office for possible prosecution, he said.

The vandalism damage to the house of Bieber's neighbor was about $20,000, Thompson said. The cost of repairing the damage to the house is a key factor in determining the severity of the charge. Any damage of more than $950 would qualify the charge as a felony.

Bieber lives in the Oaks, an exclusive gated community, in Calabasas. He moved into a $6.5 million mansion there two years ago. An impressive list of the rich and famous -- including Michael Jackson's mother and children -- live in the neighborhood, about 30 miles west of downtown Los Angeles.

His neighbors have complained about Bieber several times in the past year, including in May when two neighbors called the sheriff to report he was speeding down residential streets, a sheriff's spokesman said.

Deputies visited Bieber's home in response, but the singer refused to talk to them, Sheriff's Department spokesman Steve Whitmore said.

Retired NFL star Keyshawn Johnson went to Bieber's home then to counsel him about the dangers of going too fast on the residential streets, but Bieber wouldn't speak to him, Johnson's rep told CNN in May.

A neighbor accused Bieber of spitting on him and making threats during a heated confrontation outside his home last March, Whitmore said. It prompted a sheriff's probe, but no charges followed.